{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from skimage.io import imread\n",
    "from skimage.transform import resize\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "path='C:/Users/cytor/Desktop/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "shape=(207,336,4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(595, 1099, 4)\n"
     ]
    }
   ],
   "source": [
    "opath=path+'img.png'\n",
    "oimg=imread(opath)\n",
    "oshape = np.shape(oimg)\n",
    "print(oshape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "oimg=resize(oimg,(shape[0],shape[1]))\n",
    "plt.imshow(oimg)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "图片存好了!\n"
     ]
    }
   ],
   "source": [
    "# plt.rcParams['savefig.dpi'] = 300 #图片像素\n",
    "# plt.rcParams['figure.dpi'] = 100 #分辨率\n",
    "plt.axis('off')\n",
    "plt.imshow(oimg)\n",
    "plt.savefig(path+'oimg.png',bbox_inches='tight',pad_inches=0.0)\n",
    "#,dpi=300\n",
    "plt.show()\n",
    "print('图片存好了!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
